Egocentric activity recognition with multimodal fisher vector

@article{Song2016EgocentricAR,
  title={Egocentric activity recognition with multimodal fisher vector},
  author={Sibo Song and Ngai-Man Cheung and Vijay Chandrasekhar and Bappaditya Mandal and Jie Lin},
  journal={2016 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)},
  year={2016},
  pages={2717-2721}
}
With the increasing availability of wearable devices, research on egocentric activity recognition has received much attention recently. In this paper, we build a Multimodal Egocentric Activity dataset which includes egocentric videos and sensor data of 20 fine-grained and diverse activity categories. We present a novel strategy to extract temporal trajectory-like features from sensor data. We propose to apply the Fisher Kernel framework to fuse video and temporal enhanced sensor features… CONTINUE READING
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References

Publications referenced by this paper.
Showing 1-10 of 17 references

Activity recognition using cell phone accelerometers

SIGKDD Explorations • 2010
View 4 Excerpts
Highly Influenced

This Hand Is My Hand: A Probabilistic Approach to Hand Disambiguation in Egocentric Video

2014 IEEE Conference on Computer Vision and Pattern Recognition Workshops • 2014
View 1 Excerpt

Action Recognition with Improved Trajectories

2013 IEEE International Conference on Computer Vision • 2013
View 1 Excerpt

Detecting activities of daily living in first-person camera views

2012 IEEE Conference on Computer Vision and Pattern Recognition • 2012
View 1 Excerpt

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